The Problem
The 'Day 2' Hangover.
Autonomous engineering is happening — agents are shipping real code to real production systems. But there's no infrastructure underneath to catch what breaks:
The Amnesia Collapse
every session starts from zero
Agents forget your architectural decisions. Every session is a clean slate. Patterns get reinvented. Conventions drift. Your developers spend more time fixing AI-generated code than they saved by using AI.
Solved by context layerThe Verification Collapse
syntax passes, behavior breaks
Agents write code that passes syntax checks but breaks business behavior. Migrations look correct but feel wrong to users. You merge regressions faster than ever before.
Solved by migration layerContext Rot
dependency graph decaying
As the codebase grows, static rules files break down. Agents can't see the full system architecture. They hallucinate solutions that don't compose with anything around them.
Solved by knowledge graphThe Infrastructure
Two Layers. One Stack.
Autonomous engineering needs infrastructure underneath — or it collapses on Day 2.
The Context Layer
Persistent memory infrastructure for agents. An AST-backed knowledge graph injected directly into your IDE agent via MCP — teaching it your patterns, conventions, and business intent across every session and every developer.
Explore unerr1# unerr runs alongside your IDE2$ unerr start --watch34■ MCP server running on stdio5■ Knowledge graph: 1,247 nodes6■ Watching commits for updates...7■ Skill libraries: 3 active89# Agents connect via MCP — zero config10✓ Cursor connected11✓ Pattern enforcement: ON12✓ Drift detection: ARMED
The Migration Layer
Autonomous legacy modernization. Records DOM events and user flows, generates Playwright tests from observed behavior, and forces the AI to write code until the tests pass. Not syntax translation — behavioral reconstruction.
Explore Necroma1> necroma scan --target legacy-auth2■ Recording DOM events + user flows...3■ Generating Playwright test suite...4■ 3 vertical slices identified56> necroma migrate --verify7✓ Behavioral tests generated8✓ Migrated: COBOL → TypeScript9✓ Guardrails: ARMED
Enterprise Infrastructure
Engineering Rigor for the Agentic Age.
AutoRail keeps the human in the loop as the reviewer and orchestrator. Agents propose. Your team approves.
Audit Trails — The Change Ledger
Every autonomous decision is logged with full provenance. If the system fails, you have the black box — not a shrug and a "the AI did it."
Privacy-First — Local Processing
Your proprietary architecture never leaves your perimeter. The infrastructure runs where your code lives. No data exfiltration. No third-party model training on your IP.
Explainability — Thought Signatures
See exactly why the agent made a decision — complete with confidence scores and logic trails — before a single line of code reaches production. No black-box deployments.
Powering the next generation of autonomous engineering
Early Access
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Why join early?
- Founding member pricing — locked in forever
- Personal onboarding call with the team
- Shape the product roadmap with direct access